# Auction Revenue Maximization on Classic auction Setting (C) 5x5

Source: [Auction Revenue Maximization on Classic auction Setting (C) 5x5](<https://www.sota2.com/research/sota/auction-revenue-maximization-on-classic-auction-setting-c-5x5>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:36:21.404Z

Evaluation of models on the Classic auction Setting (C) 5x5 configuration, focusing on maximizing auction revenue.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Auction Revenue Maximization |
| Dataset (including any stated split) | Classic auction Setting (C) 5x5 |
| Metric | Avg Revenue |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Avg Revenue](<https://www.sota2.com/research/sota/auction-revenue-maximization-on-classic-auction-setting-c-5x5.md?metric=Avg%20Revenue>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Avg Revenue | Result date | Report paper |
| --- | --- | --- | --- |
| CITransNet | 3.4759 | Not recorded | 68fa71dd1e209131cea536c4 |
| RegretNet | 3.426 | Not recorded | 68fa71dd1e209131cea536c4 |
| AMenuNet | 3.3916 | Not recorded | 68fa71dd1e209131cea536c4 |
| Item-Myerson | 3.3566 | Not recorded | 68fa71dd1e209131cea536c4 |
| VCG | 3.3319 | Not recorded | 68fa71dd1e209131cea536c4 |
| Lottery AMA | 2.8527 | Not recorded | 68fa71dd1e209131cea536c4 |

### CITransNet

Avg Revenue: 3.4759. Result ID: 6991ff053a6c3148490bee7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e671e209131cea3fc15.md>)

Recorded evaluation configuration: {"DSIC":"No"}. This record does not assert independent reproduction.

### RegretNet

Avg Revenue: 3.426. Result ID: 6991ff053a6c3148490bee7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

Recorded evaluation configuration: {"DSIC":"No"}. This record does not assert independent reproduction.

### AMenuNet

Avg Revenue: 3.3916. Result ID: 6991ff053a6c3148490bee83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Implementation](<https://github.com/Haoran0301/AMenuNet>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

### Item-Myerson

Avg Revenue: 3.3566. Result ID: 6991ff053a6c3148490bee81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

### VCG

Avg Revenue: 3.3319. Result ID: 6991ff053a6c3148490bee80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

### Lottery AMA

Avg Revenue: 2.8527. Result ID: 6991ff053a6c3148490bee82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea536c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc21e209131cea301fb.md>)

Recorded evaluation configuration: {"DSIC":"Yes"}. This record does not assert independent reproduction.

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